{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "a22b6c06-bed5-424a-ac7f-74a787ef3349",
   "metadata": {},
   "source": [
    "Chapter 18\n",
    "\n",
    "# 核主成分分析\n",
    "Book_7《机器学习》 | 鸢尾花书：从加减乘除到机器学习"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "c8bb44ef-4d18-46af-8e11-5bfa9ccc24db",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.datasets import make_circles\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "c133d004-f3c9-448f-ba02-fe56b69b5b12",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 装饰\n",
    "import matplotlib.pyplot as plt\n",
    "p = plt.rcParams\n",
    "p[\"font.sans-serif\"] = [\"Roboto\"]\n",
    "p[\"font.weight\"] = \"light\"\n",
    "p[\"ytick.minor.visible\"] = True\n",
    "p[\"xtick.minor.visible\"] = True\n",
    "p[\"axes.grid\"] = True\n",
    "p[\"grid.color\"] = \"0.5\"\n",
    "p[\"grid.linewidth\"] = 0.5"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "88708555-3850-487f-a80f-a52b244a3bda",
   "metadata": {},
   "source": [
    "## 生成数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "021a8da8-d5f8-44c3-b45a-beec4a8ee518",
   "metadata": {},
   "outputs": [],
   "source": [
    "X_original, y = make_circles(n_samples=200, \n",
    "                             factor=0.3, \n",
    "                             noise=0.05, \n",
    "                             random_state=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "84dfeb39-bf00-49aa-986c-c86b9a18c2ae",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(200, 2)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_original.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "7ec7a9b5-b259-4a0c-828b-1591a43eecbc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize = (6,6))\n",
    "\n",
    "ax.scatter(X_original[:, 0], X_original[:, 1], \n",
    "           c=y, cmap = 'cool', \n",
    "           edgecolors = ['k'], alpha = 0.5)\n",
    "ax.set_xlabel(\"Original feature 1\")\n",
    "ax.set_ylabel(\"Original feature 2\")\n",
    "# plt.savefig('原始数据.svg')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6a0c4fee-087d-43dc-856d-2eb8c463aaf3",
   "metadata": {},
   "source": [
    "## 标准化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "4b5a22b9-9dd0-468c-ab52-974d1e602b43",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import StandardScaler\n",
    "X = StandardScaler().fit_transform(X_original)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "c65beca8-181e-43d2-ba6e-fa1043e7014c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'STD feature 2')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize = (6,6))\n",
    "\n",
    "ax.scatter(X[:, 0], X[:, 1], \n",
    "           c=y, cmap = 'cool', \n",
    "           edgecolors = ['k'], alpha = 0.5)\n",
    "ax.set_xlabel(\"STD feature 1\")\n",
    "ax.set_ylabel(\"STD feature 2\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "00765026-5398-4ed9-bec0-1a956ed91ea8",
   "metadata": {},
   "source": [
    "## 计算欧氏距离矩阵"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "c0880432-e15f-4eaa-9869-057f2e06bd0d",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics.pairwise import euclidean_distances\n",
    "dist = euclidean_distances(X, X, squared=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "e0928052-0fc1-44f6-b186-e4ff4226526e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(dist, square = True, cmap = 'RdYlBu_r')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "ec4d921f-dbb6-40bd-adac-9f2c9b56f0cd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(200, 200)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dist.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e1d6143a-0b8c-4226-99f5-3b128c250a32",
   "metadata": {},
   "source": [
    "## 计算核矩阵"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "964a8aa3-c2e2-4624-8696-d9818458a73f",
   "metadata": {},
   "outputs": [],
   "source": [
    "gamma = 1 # 模型参数需要优化\n",
    "K = np.exp(-gamma * dist)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "75e70960-ae93-4d07-81c0-3a367052b3b2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(200, 200)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "K.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "2563026a-5567-4593-8ade-41ac1cc2124d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(K, square = True, cmap = 'RdYlBu_r')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eb678f61-f0bc-485f-a5e8-88b09ec55eb2",
   "metadata": {},
   "source": [
    "## 中心化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "7b53baa5-9542-4f7a-9bc3-b8117ced29aa",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import KernelCenterer\n",
    "# Kc = KernelCenterer().fit_transform(K)\n",
    "\n",
    "n = len(K)\n",
    "M = (np.identity(n) - 1/n*np.ones((n,n)))\n",
    "Kc = M @ K @ M.T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "c6483ee0-66ba-4a55-8e1f-b4be8b2b21a7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(Kc, square = True, cmap = 'RdYlBu_r')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "d607e1a2-5506-4f88-83cd-b229d550d580",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Kc.mean(axis = 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "f2e7d7c2-ae2a-4343-a594-d840f807b4a1",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Kc.mean(axis = 1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "de876549-aef6-48c0-a9d9-fd08fd815816",
   "metadata": {},
   "source": [
    "## 特征值分解"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "310107a3-ab3e-400b-b09e-ea0739f641b5",
   "metadata": {},
   "outputs": [],
   "source": [
    "eig_vals, eig_vecs = np.linalg.eigh(Kc)\n",
    "idx = np.argsort(eig_vals)[::-1]\n",
    "eig_vals = eig_vals[idx]\n",
    "eig_vecs = eig_vecs[:,idx]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "21e0bb01-3f0a-4310-9627-10d542c6e578",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x20aea899ed0>]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(eig_vals)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f58421a4-dbbd-4f28-9cd1-21a6563e46de",
   "metadata": {},
   "source": [
    "## 取出前两个主成分"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "640ee5c9-0aa0-420b-9634-bc644aa1fd0a",
   "metadata": {},
   "outputs": [],
   "source": [
    "num_PCs = 2\n",
    "Xpca = eig_vecs[:,:2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "8e341fad-eddf-4d9e-b61a-bc37dbb6df59",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([30.94543088, 20.31503679])"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "eig_vals[:2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "3122032d-9f43-43f6-91a0-471ff3567314",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(200, 2)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Xpca.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "c809df75-9cd4-4ed7-87a1-5c410b85093b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize = (6,6))\n",
    "\n",
    "ax.scatter(Xpca[:, 0] * np.sqrt(eig_vals[0]), Xpca[:, 1] * np.sqrt(eig_vals[1]), \n",
    "           c=y, cmap = 'cool', \n",
    "           edgecolors = ['k'], alpha = 0.5)\n",
    "ax.set_xlabel(\"PC1\")\n",
    "ax.set_ylabel(\"PC2\")\n",
    "# plt.savefig('KPCA前两个因子得分.svg')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2155d9ac-b02f-4156-b5f5-0a4cec8c91c2",
   "metadata": {},
   "source": [
    "## 使用Scikit-Learn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "1d92eda7-4add-4ac3-be70-a781145f4594",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.decomposition import KernelPCA\n",
    "SK_PCA = KernelPCA(n_components=2, kernel='rbf', gamma=1)\n",
    "SK_PC_X = SK_PCA.fit_transform(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "dcc2d41a-a824-4c02-a998-645d9bb35b5f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'PC2')"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize = (6,6))\n",
    "\n",
    "ax.scatter(SK_PC_X[:, 0], SK_PC_X[:, 1], \n",
    "           c=y, cmap = 'cool', \n",
    "           edgecolors = ['k'], alpha = 0.5)\n",
    "ax.set_xlabel(\"PC1\")\n",
    "ax.set_ylabel(\"PC2\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9b2fc0db-1418-436f-b1ce-92a8a788eb56",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
